Quail: open-source AI-SQL engine hits 1B+ tokens/min on a single H100

sh_reya · x · 2026-09-25

shreya and Modal released Quail, an open-source AI-SQL engine built by co-designing query planning with LLM inference. AI-powered data operators form a novel inference workload, and by planning queries and inference together Quail reaches over 1 billion input tokens per minute on a single H100 for a single query — a showcase of how far inference-stack/use-case co-design can push throughput.

Related event: UC Berkeley Open-Sources Quail, an AI-SQL Engine Hitting 1B+ Tokens/min on a Single H100(10 posts)→

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